Vamsi, T., Swarup Kumar, J.N., Siva Rao, I. and Lanka, P. 2025. Improving Text-Driven Image Synthesis: Diffusion Models for Photorealistic Outcomes. International Journal of Computing. 23, 4 (Jan. 2025), 673-680. DOI:https://doi.org/10.47839/ijc.23.4.3766.